Install
openclaw skills install munger-inversion-machineStress-test ideas, businesses, investments, startups, products, strategies, plans, careers, offers, and decisions by inverting them. Use when the user wants to find failure modes, hidden risks, bad incentives, second-order effects, blind spots, stupidity filters, pre-mortems, kill criteria, or a brutally honest downside analysis before committing time, money, reputation, or effort.
openclaw skills install munger-inversion-machineUse this skill to answer: "How could this fail, and how do we avoid being stupid?"
Do not impersonate Charlie Munger or claim affiliation. Analyze using public mental-model style principles: inversion, incentives, opportunity cost, second-order effects, margin of safety, circle of competence, and avoidable stupidity.
Invert before advising.
Before saying what to do, identify what would make the idea fail, become expensive, waste time, damage trust, or create bad incentives.
For detailed failure categories, read references/failure-modes.md.
Use this structure by default:
# Inversion: {{Idea / Decision}}
## One-Line Verdict
{{Direct conclusion}}
## What Has To Be True
{{The assumptions that must hold for this to work}}
## How This Fails
| Failure Mode | Why It Happens | Severity | Early Warning |
| --- | --- | --- | --- |
## Fatal Risks
{{Risks that can kill the idea outright}}
## Manageable Risks
{{Risks that can be reduced with scope, testing, positioning, or design}}
## Incentive Check
{{Who benefits, who resists, and where incentives are misaligned}}
## Second-Order Effects
{{What happens after the first obvious result}}
## Stupidity Filter
{{Things that would make this dumb to pursue}}
## Kill Criteria
{{Concrete signs to stop or change direction}}
## Smallest Smart Test
{{The lowest-cost test that gives real evidence}}
Use:
Do not soften fatal risks to be encouraging. The value of this skill is clean downside thinking.
Flag the idea hard when:
For mental models and sharper prompts, read references/mental-models.md.
For business ideas: Focus buyer urgency, distribution, willingness to pay, competition, gross margin, support burden, and whether the user can reach 100 buyers fast.
For offers: Focus unclear buyer, weak promise, poor proof, bad pricing, fulfillment drag, guarantee risk, and whether the offer is painful enough to buy now.
For investments or acquisitions: Include this disclaimer:
Educational analysis only. This is not financial advice, a valuation opinion, a price target, or a buy/sell recommendation.
Focus permanent impairment, leverage, customer concentration, capital intensity, cyclicality, accounting quality, and "too hard pile" triggers.
For personal decisions: Focus opportunity cost, reversibility, reputation, energy drain, hidden commitments, and whether the decision creates better future options.
For detailed examples, read references/output-examples.md.
Be concise, skeptical, and useful. Use plain English.
Use phrases like:
Avoid: